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A novel approach to analyzing lung cancer mortality disparities: Using the exposome and a graph-theoretical toolchain
OBJECTIVES: The aim is to identify exposures associated with lung cancer mortality and mortality disparities by race and gender using an exposome database coupled to a graph theoretical toolchain. METHODS: Graph theoretical algorithms were employed to extract paracliques from correlation graphs usin...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5687093/ https://www.ncbi.nlm.nih.gov/pubmed/29152601 |
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author | Juarez, Paul D Hood, Darryl B Rogers, Gary L Baktash, Suzanne H Saxton, Arnold M Matthews-Juarez, Patricia Im, Wansoo Cifuentes, Myriam Patricia Phillips, Charles A Lichtveld, Maureen Y Langston, Michael A |
author_facet | Juarez, Paul D Hood, Darryl B Rogers, Gary L Baktash, Suzanne H Saxton, Arnold M Matthews-Juarez, Patricia Im, Wansoo Cifuentes, Myriam Patricia Phillips, Charles A Lichtveld, Maureen Y Langston, Michael A |
author_sort | Juarez, Paul D |
collection | PubMed |
description | OBJECTIVES: The aim is to identify exposures associated with lung cancer mortality and mortality disparities by race and gender using an exposome database coupled to a graph theoretical toolchain. METHODS: Graph theoretical algorithms were employed to extract paracliques from correlation graphs using associations between 2162 environmental exposures and lung cancer mortality rates in 2067 counties, with clique doubling applied to compute an absolute threshold of significance. Factor analysis and multiple linear regressions then were used to analyze differences in exposures associated with lung cancer mortality and mortality disparities by race and gender. RESULTS: While cigarette consumption was highly correlated with rates of lung cancer mortality for both white men and women, previously unidentified novel exposures were more closely associated with lung cancer mortality and mortality disparities for blacks, particularly black women. CONCLUSIONS: Exposures beyond smoking moderate lung cancer mortality and mortality disparities by race and gender. POLICY IMPLICATIONS: An exposome approach and database coupled with scalable combinatorial analytics provides a powerful new approach for analyzing relationships between multiple environmental exposures, pathways and health outcomes. An assessment of multiple exposures is needed to appropriately translate research findings into environmental public health practice and policy. |
format | Online Article Text |
id | pubmed-5687093 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
record_format | MEDLINE/PubMed |
spelling | pubmed-56870932017-11-15 A novel approach to analyzing lung cancer mortality disparities: Using the exposome and a graph-theoretical toolchain Juarez, Paul D Hood, Darryl B Rogers, Gary L Baktash, Suzanne H Saxton, Arnold M Matthews-Juarez, Patricia Im, Wansoo Cifuentes, Myriam Patricia Phillips, Charles A Lichtveld, Maureen Y Langston, Michael A Environ Dis Article OBJECTIVES: The aim is to identify exposures associated with lung cancer mortality and mortality disparities by race and gender using an exposome database coupled to a graph theoretical toolchain. METHODS: Graph theoretical algorithms were employed to extract paracliques from correlation graphs using associations between 2162 environmental exposures and lung cancer mortality rates in 2067 counties, with clique doubling applied to compute an absolute threshold of significance. Factor analysis and multiple linear regressions then were used to analyze differences in exposures associated with lung cancer mortality and mortality disparities by race and gender. RESULTS: While cigarette consumption was highly correlated with rates of lung cancer mortality for both white men and women, previously unidentified novel exposures were more closely associated with lung cancer mortality and mortality disparities for blacks, particularly black women. CONCLUSIONS: Exposures beyond smoking moderate lung cancer mortality and mortality disparities by race and gender. POLICY IMPLICATIONS: An exposome approach and database coupled with scalable combinatorial analytics provides a powerful new approach for analyzing relationships between multiple environmental exposures, pathways and health outcomes. An assessment of multiple exposures is needed to appropriately translate research findings into environmental public health practice and policy. 2017-06-30 2017 /pmc/articles/PMC5687093/ /pubmed/29152601 Text en http://creativecommons.org/licenses/by-nc-sa/3.0/ This is an open access article distributed under the terms of the Creative Commons Attribution NonCommercial ShareAlike 3.0 License, which allows others to remix, tweak, and build upon the work non commercially, as long as the author is credited and the new creations are licensed under the identical terms. |
spellingShingle | Article Juarez, Paul D Hood, Darryl B Rogers, Gary L Baktash, Suzanne H Saxton, Arnold M Matthews-Juarez, Patricia Im, Wansoo Cifuentes, Myriam Patricia Phillips, Charles A Lichtveld, Maureen Y Langston, Michael A A novel approach to analyzing lung cancer mortality disparities: Using the exposome and a graph-theoretical toolchain |
title | A novel approach to analyzing lung cancer mortality disparities: Using the exposome and a graph-theoretical toolchain |
title_full | A novel approach to analyzing lung cancer mortality disparities: Using the exposome and a graph-theoretical toolchain |
title_fullStr | A novel approach to analyzing lung cancer mortality disparities: Using the exposome and a graph-theoretical toolchain |
title_full_unstemmed | A novel approach to analyzing lung cancer mortality disparities: Using the exposome and a graph-theoretical toolchain |
title_short | A novel approach to analyzing lung cancer mortality disparities: Using the exposome and a graph-theoretical toolchain |
title_sort | novel approach to analyzing lung cancer mortality disparities: using the exposome and a graph-theoretical toolchain |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5687093/ https://www.ncbi.nlm.nih.gov/pubmed/29152601 |
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